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PINN

Collection of forward and inverse Physics-Informed Neural Network (PINN) examples developed in the CMD Lab.


Overview

This repository contains a collection of PINN-based scripts and supporting files developed for studying forward and inverse problems governed by partial differential equations (PDEs).

The repository includes examples related to:

  • 1D heat equation
  • Allen–Cahn equation
  • inverse PINN workflows
  • elasticity / solid mechanics
  • related data, figures, and trained weights

This repository serves as a working research codebase for exploring PINN methodologies across multiple benchmark and applied problems.


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Collection of forward and inverse PINN examples for heat transfer, Allen–Cahn, elasticity, and related PDE problems.

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